Results

The Fifth Activity Recognition Challenge was successfully held and the results were announced during the International Conference on Activity and Behavior Computing (ABC2023), which was held in Kaiserslautern, Germany.

Winners

1st Place: Team BAUCVL

Title: Forecasting Wearing-Off in Parkinson’s Disease: An Ensemble Learning Approach Using Wearable Data

Authors: Md Imran Hosen (Bahçeşehir Üniversitesi)*; MD Baharul Islam (Bahcesehir University)

2nd Place: Team Convergence

Title: Forecasting Parkinson’s Patient’s Wearing-off Periods by Employing Stacked Super Learner

Authors: Iqbal Hassan (Ahsanullah University of Science and Technology)*; Shahera Hossain (University of Asia Pacific, Bangladesh); Md Atiqur Rahman Ahad (University of East London, UK)

3rd Place: Team KYSAI

Title: Intrapatient Forecasting of Parkinson’s Wearing-off by Analyzing Data from Wrist-worn Fitness Tracker and Smartphone

Authors: Nhat Tan Le (Ho Chi Minh City University of Technology, Vietnam National University)*; Duy Nguyen Khuong Cong (HCMUT); Duy Nhat Vo (Ho Chi Minh city University Of technology); Tan Thi Pham (Ho Chi Minh City University of Technology, Vietnam National University)

Other Participating Teams

Team Parkinsons AI Squad

Title: Foreseeing wearing-off state in Parkinson’s disease patients, a multimodal approach with the usage of machine learning and wearables

Authors: Justyna Skibinska (Brno University of Technology & Tampere University)*; Zaigham Abbas Shah Abbas Shah (MUET ); Asma Channa (University POLITEHNICA of Bucharest & University Mediterranea of Reggio Calabria ); Muhammad Shehram Shah Syed (Mehran University of Engineering and Technology); Zafi Sherhan Syed (Mehran University of Engineering & Technology); Jiri Hosek (Brno University of Technology)

Team Insight Innovators

Title: Wearable Technology-Enabled Prediction of Wearing-Off Phenomenon in Parkinson's Disease: A Personalized Approach Using LSTM-Based Time-Series Analysis

Authors: Md. Ifaj Hossan Omi (American International University-Bangladesh (AIUB))*; Md Atik Shams (University of Asia Pacific); Md. Samiur Rahman (University of Asia Pacific); Ziaul Karim Asfi (University of Asia Pacific (UAP)); Akhtaruzzaman Adnan (UAP); Shahera Hossain (University of Asia Pacific, Bangladesh)